stable-diffusion-webui/modules/api/api.py

125 lines
4.4 KiB
Python
Raw Normal View History

from modules.api.models import StableDiffusionTxt2ImgProcessingAPI, StableDiffusionImg2ImgProcessingAPI
from modules.processing import StableDiffusionProcessingTxt2Img, StableDiffusionProcessingImg2Img, process_images
2022-10-19 13:19:01 +08:00
from modules.sd_samplers import all_samplers
from modules.extras import run_pnginfo
import modules.shared as shared
import uvicorn
2022-10-19 03:04:56 +08:00
from fastapi import Body, APIRouter, HTTPException
from fastapi.responses import JSONResponse
from pydantic import BaseModel, Field, Json
import json
import io
import base64
from PIL import Image
2022-10-19 13:19:01 +08:00
sampler_to_index = lambda name: next(filter(lambda row: name.lower() == row[1].name.lower(), enumerate(all_samplers)), None)
2022-10-19 03:04:56 +08:00
class TextToImageResponse(BaseModel):
images: list[str] = Field(default=None, title="Image", description="The generated image in base64 format.")
parameters: Json
info: Json
class ImageToImageResponse(BaseModel):
images: list[str] = Field(default=None, title="Image", description="The generated image in base64 format.")
parameters: Json
info: Json
class Api:
2022-10-18 14:51:53 +08:00
def __init__(self, app, queue_lock):
self.router = APIRouter()
2022-10-18 14:51:53 +08:00
self.app = app
self.queue_lock = queue_lock
self.app.add_api_route("/sdapi/v1/txt2img", self.text2imgapi, methods=["POST"])
self.app.add_api_route("/sdapi/v1/img2img", self.img2imgapi, methods=["POST"])
2022-10-23 05:10:28 +08:00
def __base64_to_image(self, base64_string):
# if has a comma, deal with prefix
if "," in base64_string:
base64_string = base64_string.split(",")[1]
imgdata = base64.b64decode(base64_string)
# convert base64 to PIL image
return Image.open(io.BytesIO(imgdata))
def text2imgapi(self, txt2imgreq: StableDiffusionTxt2ImgProcessingAPI):
2022-10-19 03:04:56 +08:00
sampler_index = sampler_to_index(txt2imgreq.sampler_index)
if sampler_index is None:
raise HTTPException(status_code=404, detail="Sampler not found")
2022-10-18 03:10:36 +08:00
populate = txt2imgreq.copy(update={ # Override __init__ params
"sd_model": shared.sd_model,
2022-10-19 03:04:56 +08:00
"sampler_index": sampler_index[0],
2022-10-18 04:36:14 +08:00
"do_not_save_samples": True,
"do_not_save_grid": True
2022-10-18 03:10:36 +08:00
}
)
p = StableDiffusionProcessingTxt2Img(**vars(populate))
# Override object param
2022-10-18 14:51:53 +08:00
with self.queue_lock:
processed = process_images(p)
b64images = []
for i in processed.images:
buffer = io.BytesIO()
i.save(buffer, format="png")
b64images.append(base64.b64encode(buffer.getvalue()))
return TextToImageResponse(images=b64images, parameters=json.dumps(vars(txt2imgreq)), info=json.dumps(processed.info))
def img2imgapi(self, img2imgreq: StableDiffusionImg2ImgProcessingAPI):
sampler_index = sampler_to_index(img2imgreq.sampler_index)
if sampler_index is None:
raise HTTPException(status_code=404, detail="Sampler not found")
init_images = img2imgreq.init_images
if init_images is None:
raise HTTPException(status_code=404, detail="Init image not found")
2022-10-23 03:42:00 +08:00
mask = img2imgreq.mask
if mask:
2022-10-23 05:10:28 +08:00
mask = self.__base64_to_image(mask)
2022-10-23 03:42:00 +08:00
populate = img2imgreq.copy(update={ # Override __init__ params
"sd_model": shared.sd_model,
"sampler_index": sampler_index[0],
"do_not_save_samples": True,
2022-10-23 05:10:28 +08:00
"do_not_save_grid": True,
"mask": mask
}
)
p = StableDiffusionProcessingImg2Img(**vars(populate))
imgs = []
for img in init_images:
2022-10-23 05:10:28 +08:00
img = self.__base64_to_image(img)
imgs = [img] * p.batch_size
p.init_images = imgs
# Override object param
with self.queue_lock:
processed = process_images(p)
b64images = []
for i in processed.images:
buffer = io.BytesIO()
i.save(buffer, format="png")
b64images.append(base64.b64encode(buffer.getvalue()))
return ImageToImageResponse(images=b64images, parameters=json.dumps(vars(img2imgreq)), info=json.dumps(processed.info))
2022-10-19 13:19:01 +08:00
def extrasapi(self):
raise NotImplementedError
2022-10-19 13:19:01 +08:00
def pnginfoapi(self):
raise NotImplementedError
def launch(self, server_name, port):
2022-10-18 14:51:53 +08:00
self.app.include_router(self.router)
uvicorn.run(self.app, host=server_name, port=port)